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How to ThinkIn the Age of AI

Axioms

297 axioms · page 3 of 7

Axiomtheoretical

Every detection system faces a fundamental tradeoff between…

Every detection system faces a fundamental tradeoff between sensitivity and false alarm rate — catching more real signals necessarily increases false positives.

1 lesson
Axiomempirical

Repeated false alarms reduce the response to genuine threats

Repeated false alarms reduce the response to genuine threats through psychological conditioning.

2 lessons
Axiomempirical

The nervous system habituates to repeated, predictable…

The nervous system habituates to repeated, predictable stimuli by withdrawing attentional resources.

1 lesson
Axiomempirical

The mere presence of other people increases physiological…

The mere presence of other people increases physiological arousal and amplifies dominant behavioral responses.

1 lesson
Axiomempirical

Humans acquire new behavioral patterns through observational

Humans acquire new behavioral patterns through observational learning when they attend to, retain, can reproduce, and are motivated to imitate observed behaviors.

1 lesson
Axiomtheoretical

Behavior occurs when three elements converge simultaneously

Motivation, Ability, and a Prompt.

4 lessons
Axiomempirical

Humans escalate commitment to failing courses of action…

Humans escalate commitment to failing courses of action when they bear personal responsibility for the initial decision.

2 lessons
Axiomempirical

Humans discount future rewards hyperbolically rather…

Humans discount future rewards hyperbolically rather than exponentially.

1 lesson
Axiomempirical

The human brain treats the future self as neurologically…

The human brain treats the future self as neurologically distinct from the current self.

2 lessons
Axiomempirical

People disproportionately stick with default options even…

People disproportionately stick with default options even when alternatives are objectively equivalent or superior.

1 lesson
Axiomempirical

People care not just about outcomes but about the comparison

People care not just about outcomes but about the comparison between what they got and what they would have gotten had they chosen differently.

1 lesson
Axiomempirical

The strength of association between a stimulus and response…

The strength of association between a stimulus and response decreases as the temporal gap between them increases.

1 lesson
Axiomempirical

Dopamine neurons encode prediction error rather…

Dopamine neurons encode prediction error rather than pleasure itself

1 lesson
Axiomempirical

The human mind is not adapted to interpreting how multi-loop

The human mind is not adapted to interpreting how multi-loop nonlinear feedback systems behave.

1 lesson
Axiomtheoretical

Double-loop learning requires questioning the framework…

Double-loop learning requires questioning the framework itself, not just correcting actions within it.

2 lessons
Axiomempirical

Learning occurs when outcomes differ from predictions…

Learning occurs when outcomes differ from predictions, producing a teaching signal proportional to the prediction error.

1 lesson
Axiomtheoretical

The mind operates as multiple semi-autonomous processes…

The mind operates as multiple semi-autonomous processes (agents) rather than a single unified decision-making entity.

1 lesson
Axiomempirical

The brain maintains distinct memory systems for declarative…

The brain maintains distinct memory systems for declarative knowledge (conscious, hippocampus-mediated) and procedural knowledge (unconscious, basal ganglia-mediated).

1 lesson
Axiomempirical

Satisfying the psychological needs of autonomy, competence…

Satisfying the psychological needs of autonomy, competence, and relatedness drives intrinsic motivation.

2 lessons
Axiomtheoretical

Action possibilities exist in the relationship between…

Action possibilities exist in the relationship between an agent and their environment, not in objects or perceptions alone.

1 lesson
Axiomempirical

Behavior follows the path of least resistance due…

Behavior follows the path of least resistance due to the human nervous system operating as an efficiency-seeking machine under energy constraints.

1 lesson
Axiomempirical

Automation degrades the very human skills needed to handle…

Automation degrades the very human skills needed to handle cases automation cannot address.

1 lesson
Axiomtheoretical

Every moment spent exploring is a moment not spent…

Every moment spent exploring is a moment not spent exploiting, and vice versa.

1 lesson
Axiomempirical

As response speed increases, accuracy decreases along…

As response speed increases, accuracy decreases along a predictable curve in biological information processing systems.

1 lesson
Axiomphilosophical

No external entity has more right to direct your thinking…

No external entity has more right to direct your thinking than you do.

3 lessons
Axiomempirical

Most people do not experience themselves as the authority…

Most people do not experience themselves as the authority over their own decisions when a competing authority is present.

2 lessons
Axiomphilosophical

Autonomy is the felt sense of being the author of your own…

Autonomy is the felt sense of being the author of your own actions, not freedom from structure.

2 lessons
Axiomphilosophical

You necessarily trust your own cognitive faculties…

You necessarily trust your own cognitive faculties as a starting point — there is no external vantage from which to validate your own mind without using that same mind.

1 lesson
Axiomempirical

When organisms are repeatedly exposed to aversive situations

When organisms are repeatedly exposed to aversive situations they cannot control, they stop trying to escape — even when escape becomes possible.

2 lessons
Axiomempirical

Humans have a deep, evolutionarily encoded need…

Humans have a deep, evolutionarily encoded need for belonging that makes social disapproval register as a survival threat.

1 lesson
Axiomempirical

Self-efficacy beliefs are formed primarily through mastery…

Self-efficacy beliefs are formed primarily through mastery experiences—direct history of succeeding or failing at specific behaviors.

3 lessons
Axiomempirical

Variable ratio reinforcement schedules are the most…

Variable ratio reinforcement schedules are the most extinction-resistant reinforcement pattern in behavioral psychology.

2 lessons
Axiomempirical

The prefrontal cortex requires time to override limbic…

The prefrontal cortex requires time to override limbic responses.

2 lessons
Axiomempirical

The world is too vast, time too constrained, and individual…

The world is too vast, time too constrained, and individual intellect too limited for any person to gather first-hand evidence for more than a tiny fraction of their beliefs.

1 lesson
Axiomempirical

Implementation intentions (if-then plans) significantly…

Implementation intentions (if-then plans) significantly increase goal attainment by creating automatic cue-response links.

3 lessons
Axiomtheoretical

Emotions function as evaluative signals that provide…

Emotions function as evaluative signals that provide information about events that matter to the cognitive system.

1 lesson
Axiomphilosophical

Human cognition contains multiple motivational drives…

Human cognition contains multiple motivational drives that can generate competing demands simultaneously.

8 lessons
Axiomtheoretical

Values exist in a hierarchical structure with terminal…

Values exist in a hierarchical structure with terminal values (ends) and instrumental values (means) occupying distinct structural positions.

1 lesson
Axiomempirical

Verbal labeling of internal states activates prefrontal…

Verbal labeling of internal states activates prefrontal regulatory circuitry and reduces limbic reactivity.

2 lessons
Axiomempirical

Task-switching generates attention residue that persists…

Task-switching generates attention residue that persists after the switch and degrades performance on subsequent tasks.

3 lessons
Axiomempirical

Social rejection and anticipated social rejection activate…

Social rejection and anticipated social rejection activate the same neural pain processing regions as physical pain.

1 lesson
Axiomempirical

When a consistently reinforced behavior stops being…

When a consistently reinforced behavior stops being reinforced, the behavior initially intensifies before declining (extinction burst).

1 lesson
Axiomempirical

Humans systematically prefer to be consistent…

Humans systematically prefer to be consistent with their previous active, public, and effortful commitments.

1 lesson
Axiomtheoretical

Human motivation exists on a spectrum from controlled…

Human motivation exists on a spectrum from controlled to autonomous.

6 lessons
Axiomempirical

Human attentional systems evolved to prioritize signals…

Human attentional systems evolved to prioritize signals with high immediacy over signals with high importance.

1 lesson
Axiomempirical

Positive emotions broaden cognitive repertoire and build…

Positive emotions broaden cognitive repertoire and build durable personal resources.

1 lesson
Axiomempirical

Cognitive reappraisal (changing meaning before emotion…

Cognitive reappraisal (changing meaning before emotion forms) has lower cognitive cost than expressive suppression (inhibiting emotion after it forms).

1 lesson
Axiomempirical

Knowledge of cognitive biases does not reduce susceptibility

Knowledge of cognitive biases does not reduce susceptibility to those biases.

1 lesson